This survey of mathematical approaches to quasi-steady state (QSS) phenomena provides an analytical foundation for an algorithmicalgebraic treatment of the associated (parameter-dependent) ordinary differential systems, in particular for reaction networks. Topics include an ad hoc reduction procedure, singular perturbations, and methods to identify suitable parameter regions. MSC (2010): 92C45, 34E15, 80A30, 13P10.